{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DCGANs\n",
    "\n",
    "Introduction to **Deep Convolutional Generative Adversarial Networks** or DCGANs. \n",
    "\n",
    "This notebook is organized as follows:\n",
    "\n",
    "1. **Background**\n",
    "2. **Definition**\n",
    "3. **Training DCGANs with CIFAR-10 dataset, Keras and TensorFlow**\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Background\n",
    "\n",
    "Brief definition of some concepts, such as convolution and Convolutional Neural Network (CNN).\n",
    "\n",
    "### Convolution\n",
    "\n",
    "Convolution is a mathematical operation which describes a rule of how to mix two functions or pieces of information.\n",
    "\n",
    "* Features Map $I$\n",
    "* Convolution kernel $K$\n",
    "* Map of transformed features $S(i, j)$\n",
    "\n",
    "![convolution](https://devblogs.nvidia.com/wp-content/uploads/2015/11/convolution.png)\n",
    "\n",
    "### Convolutional Neural Network (CNN)\n",
    "\n",
    "Convolutional networks are simply neural networks that use convolution in place of general matrix multiplication in at least one of their layers.\n",
    "\n",
    "These convolutional layers have parameters that are learned so that these filters are adjusted automatically to extract the most useful information for the task at hand.\n",
    "\n",
    "* Input is a multidimensional array of data,\n",
    "* Kernel is a multidimensional array of parameters,\n",
    "* These multidimensional arrays are tensors.\n",
    "\n",
    "#### Layers CNN\n",
    "\n",
    "* Convolution: extract features from imagem.\n",
    "* Pooling: reduce dimension of entry.\n",
    "* Dense / Fully connected: connect the layers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Definition\n",
    "\n",
    "The difference between the simple GAN and the DCGAN, is the generator of the simple GAN is a simple fully connected network. The generator of the DCGAN uses the transposed convolution (Fractionally-strided convolution or \n",
    "Deconvolution) technique to perform up-sampling of 2D image size.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Training DCGANs with CIFAR-10 dataset, Keras and TensorFlow\n",
    "\n",
    "A DCGANs implementation using the transposed convolution technique and the [Keras](https://keras.io/) library.\n",
    "\n",
    "\n",
    "### 1. Load data\n",
    "\n",
    "#### Load libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:17.867810Z",
     "start_time": "2018-08-01T15:31:17.510836Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:19.474105Z",
     "start_time": "2018-08-01T15:31:17.869783Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.datasets import cifar10\n",
    "from keras.models import Sequential, Model\n",
    "from keras.layers import Input, Dense, LeakyReLU, BatchNormalization, ReLU\n",
    "from keras.layers import Conv2D, Conv2DTranspose, Reshape, Flatten\n",
    "from keras.optimizers import Adam\n",
    "from keras import initializers\n",
    "from keras.utils import plot_model, np_utils\n",
    "from keras import backend as K"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Getting the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:19.700849Z",
     "start_time": "2018-08-01T15:31:19.476361Z"
    }
   },
   "outputs": [],
   "source": [
    "# load dataset\n",
    "(X_train, y_train), (X_test, y_test) = cifar10.load_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explore visual data\n",
    "\n",
    "The CIFAR-10 images are RGB with 10 classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:20.094725Z",
     "start_time": "2018-08-01T15:31:19.703653Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,3))\n",
    "for i in range(0, 10):\n",
    "    plt.subplot(2, 5, 1 + i, xticks=[], yticks=[])\n",
    "    plt.imshow(X_train[i])\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:20.562588Z",
     "start_time": "2018-08-01T15:31:20.096606Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = len(np.unique(y_train))\n",
    "class_names = ['airplane','automobile','bird','cat','deer',\n",
    "               'dog','frog','horse','ship','truck']\n",
    "\n",
    "fig = plt.figure(figsize=(8,3))\n",
    "for i in range(num_classes):\n",
    "    ax = plt.subplot(2, 5, 1 + i, xticks=[], yticks=[])\n",
    "    idx = np.where(y_train[:]==i)[0]\n",
    "    features_idx = X_train[idx,::]\n",
    "    img_num = np.random.randint(features_idx.shape[0])\n",
    "    img = features_idx[img_num,::]\n",
    "    ax.set_title(class_names[i])\n",
    "    plt.imshow(img)\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reshaping and normalizing the inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:20.567948Z",
     "start_time": "2018-08-01T15:31:20.564571Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape: (50000, 32, 32, 3)\n",
      "50000 train samples\n",
      "10000 test samples\n"
     ]
    }
   ],
   "source": [
    "print('X_train shape:', X_train.shape)\n",
    "print(X_train.shape[0], 'train samples')\n",
    "print(X_test.shape[0], 'test samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:23.493492Z",
     "start_time": "2018-08-01T15:31:20.570399Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train reshape: (50000, 32, 32, 3)\n",
      "X_test reshape: (50000, 32, 32, 3)\n"
     ]
    }
   ],
   "source": [
    "if K.image_data_format() == 'channels_first':\n",
    "    X_train = X_train.reshape(X_train.shape[0], 3, 32, 32)\n",
    "    X_test = X_test.reshape(X_test.shape[0], 3, 32, 32)\n",
    "    input_shape = (3, 32, 32)\n",
    "else:\n",
    "    X_train = X_train.reshape(X_train.shape[0], 32, 32, 3)\n",
    "    X_test = X_test.reshape(X_test.shape[0], 32, 32, 3)\n",
    "    input_shape = (32, 32, 3)\n",
    "    \n",
    "# convert class vectors to binary class matrices\n",
    "Y_train = np_utils.to_categorical(y_train, num_classes)\n",
    "Y_test = np_utils.to_categorical(y_test, num_classes)\n",
    "\n",
    "# the generator is using tanh activation, for which we need to preprocess \n",
    "# the image data into the range between -1 and 1.\n",
    "\n",
    "X_train = np.float32(X_train)\n",
    "X_train = (X_train / 255 - 0.5) * 2\n",
    "X_train = np.clip(X_train, -1, 1)\n",
    "\n",
    "X_test = np.float32(X_test)\n",
    "X_test = (X_train / 255 - 0.5) * 2\n",
    "X_test = np.clip(X_test, -1, 1)\n",
    "\n",
    "print('X_train reshape:', X_train.shape)\n",
    "print('X_test reshape:', X_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Define model\n",
    "\n",
    "#### Generator\n",
    "\n",
    "Our generator using the **inverse of convolution**, called transposed convolution. \n",
    "\n",
    "In between layers, BatchNormalization stabilizes learning. \n",
    "\n",
    "The activation function after each layer is a LeakyReLU. \n",
    "\n",
    "The output of the tanh at the last layer produces the fake image. \n",
    "\n",
    "The generator takes in a random noise vector of shape (100,) as input and generates an output of shape (,32,32,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.404795Z",
     "start_time": "2018-08-01T15:31:23.496136Z"
    }
   },
   "outputs": [],
   "source": [
    "# latent space dimension\n",
    "latent_dim = 100\n",
    "\n",
    "init = initializers.RandomNormal(stddev=0.02)\n",
    "\n",
    "# Generator network\n",
    "generator = Sequential()\n",
    "\n",
    "# FC: 2x2x512\n",
    "generator.add(Dense(2*2*512, input_shape=(latent_dim,), kernel_initializer=init))\n",
    "generator.add(Reshape((2, 2, 512)))\n",
    "generator.add(BatchNormalization())\n",
    "generator.add(LeakyReLU(0.2))\n",
    "\n",
    "# # Conv 1: 4x4x256\n",
    "generator.add(Conv2DTranspose(256, kernel_size=5, strides=2, padding='same'))\n",
    "generator.add(BatchNormalization())\n",
    "generator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 2: 8x8x128\n",
    "generator.add(Conv2DTranspose(128, kernel_size=5, strides=2, padding='same'))\n",
    "generator.add(BatchNormalization())\n",
    "generator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 3: 16x16x64\n",
    "generator.add(Conv2DTranspose(64, kernel_size=5, strides=2, padding='same'))\n",
    "generator.add(BatchNormalization())\n",
    "generator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 4: 32x32x3\n",
    "generator.add(Conv2DTranspose(3, kernel_size=5, strides=2, padding='same',\n",
    "                              activation='tanh'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generator model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.411718Z",
     "start_time": "2018-08-01T15:31:24.406812Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_1 (Dense)              (None, 2048)              206848    \n",
      "_________________________________________________________________\n",
      "reshape_1 (Reshape)          (None, 2, 2, 512)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 2, 2, 512)         2048      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 2, 2, 512)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_1 (Conv2DTr (None, 4, 4, 256)         3277056   \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 4, 4, 256)         1024      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 4, 4, 256)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_2 (Conv2DTr (None, 8, 8, 128)         819328    \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 8, 8, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_3 (Conv2DTr (None, 16, 16, 64)        204864    \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 16, 16, 64)        256       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 16, 16, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_4 (Conv2DTr (None, 32, 32, 3)         4803      \n",
      "=================================================================\n",
      "Total params: 4,516,739\n",
      "Trainable params: 4,514,819\n",
      "Non-trainable params: 1,920\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "generator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discriminator\n",
    "\n",
    "Our discriminator is a **convolutional neural network** that takes a 32x32 image with 3 channels. \n",
    "\n",
    "The values in the image is expected to be between -1 and 1.\n",
    "\n",
    "It takes a digit image and classifies whether an image is real (1) or not (0).\n",
    "\n",
    "The last activation is sigmoid to tell us the probability of whether the input image is real or not.\n",
    "\n",
    "The discriminator takes in an input image of shape (,32,32,3) and gives an output of shape (1,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.700313Z",
     "start_time": "2018-08-01T15:31:24.413940Z"
    }
   },
   "outputs": [],
   "source": [
    "# imagem shape 32x32x3\n",
    "img_shape = X_train[0].shape\n",
    "\n",
    "# Discriminator network\n",
    "discriminator = Sequential()\n",
    "\n",
    "# Conv 1: 16x16x64\n",
    "discriminator.add(Conv2D(64, kernel_size=5, strides=2, padding='same',\n",
    "                         input_shape=(img_shape), kernel_initializer=init))\n",
    "# discriminator.add(BatchNormalization())\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 2:\n",
    "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding='same'))\n",
    "discriminator.add(BatchNormalization())\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 3: \n",
    "discriminator.add(Conv2D(256, kernel_size=5, strides=2, padding='same'))\n",
    "discriminator.add(BatchNormalization())\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 3: \n",
    "discriminator.add(Conv2D(512, kernel_size=5, strides=2, padding='same'))\n",
    "discriminator.add(BatchNormalization())\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# FC\n",
    "discriminator.add(Flatten())\n",
    "# discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Output\n",
    "discriminator.add(Dense(1, activation='sigmoid'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discriminator model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.706969Z",
     "start_time": "2018-08-01T15:31:24.702188Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_1 (Conv2D)            (None, 16, 16, 64)        4864      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_5 (LeakyReLU)    (None, 16, 16, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 8, 8, 128)         204928    \n",
      "_________________________________________________________________\n",
      "batch_normalization_5 (Batch (None, 8, 8, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_6 (LeakyReLU)    (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 4, 4, 256)         819456    \n",
      "_________________________________________________________________\n",
      "batch_normalization_6 (Batch (None, 4, 4, 256)         1024      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_7 (LeakyReLU)    (None, 4, 4, 256)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 2, 2, 512)         3277312   \n",
      "_________________________________________________________________\n",
      "batch_normalization_7 (Batch (None, 2, 2, 512)         2048      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_8 (LeakyReLU)    (None, 2, 2, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 2048)              0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 2049      \n",
      "=================================================================\n",
      "Total params: 4,312,193\n",
      "Trainable params: 4,310,401\n",
      "Non-trainable params: 1,792\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "discriminator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Compile model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compile discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.748243Z",
     "start_time": "2018-08-01T15:31:24.708983Z"
    }
   },
   "outputs": [],
   "source": [
    "# Optimizer\n",
    "# opt = Adam(lr=0.0002, beta_1=0.5)\n",
    "\n",
    "discriminator.compile(Adam(lr=0.0003, beta_1=0.5), loss='binary_crossentropy',\n",
    "                      metrics=['binary_accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Combined network\n",
    "\n",
    "We connect the generator and the discriminator to make a DCGAN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:25.375056Z",
     "start_time": "2018-08-01T15:31:24.750377Z"
    }
   },
   "outputs": [],
   "source": [
    "# d_g = discriminador(generador(z))\n",
    "discriminator.trainable = False\n",
    "\n",
    "z = Input(shape=(latent_dim,))\n",
    "img = generator(z)\n",
    "decision = discriminator(img)\n",
    "d_g = Model(inputs=z, outputs=decision)\n",
    "\n",
    "d_g.compile(Adam(lr=0.0004, beta_1=0.5), loss='binary_crossentropy',\n",
    "            metrics=['binary_accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GAN model vizualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:25.381654Z",
     "start_time": "2018-08-01T15:31:25.377106Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         (None, 100)               0         \n",
      "_________________________________________________________________\n",
      "sequential_1 (Sequential)    (None, 32, 32, 3)         4516739   \n",
      "_________________________________________________________________\n",
      "sequential_2 (Sequential)    (None, 1)                 4312193   \n",
      "=================================================================\n",
      "Total params: 8,828,932\n",
      "Trainable params: 4,514,819\n",
      "Non-trainable params: 4,314,113\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "d_g.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Fit model\n",
    "\n",
    "We train the discriminator and the generator in turn in a loop as follows:\n",
    "\n",
    "1. Set the discriminator trainable\n",
    "2. Train the discriminator with the real digit images and the images generated by the generator to classify the real and fake images.\n",
    "3. Set the discriminator non-trainable\n",
    "4. Train the generator as part of the GAN. We feed latent samples into the GAN and let the generator to produce digit images and use the discriminator to classify the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-02T01:17:41.180021Z",
     "start_time": "2018-08-01T15:31:25.384000Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 1/100, d_loss=0.199, g_loss=0.032                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 2/100, d_loss=0.236, g_loss=0.755                                                                                                                         \n",
      "epoch = 3/100, d_loss=0.301, g_loss=2.423                                                                                                                         \n",
      "epoch = 4/100, d_loss=0.435, g_loss=3.903                                                                                                                        \n",
      "epoch = 5/100, d_loss=0.352, g_loss=7.657                                                                                                                        \n",
      "epoch = 6/100, d_loss=0.309, g_loss=4.160                                                                                                                        \n",
      "epoch = 7/100, d_loss=0.203, g_loss=4.766                                                                                                                        \n",
      "epoch = 8/100, d_loss=0.179, g_loss=7.989                                                                                                                         \n",
      "epoch = 9/100, d_loss=0.391, g_loss=5.239                                                                                                                         \n",
      "epoch = 10/100, d_loss=0.288, g_loss=4.516                                                                                                                         \n",
      "epoch = 11/100, d_loss=0.221, g_loss=3.546                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 12/100, d_loss=0.219, g_loss=3.815                                                                                                                         \n",
      "epoch = 13/100, d_loss=0.290, g_loss=3.560                                                                                                                         \n",
      "epoch = 14/100, d_loss=0.197, g_loss=3.993                                                                                                                         \n",
      "epoch = 15/100, d_loss=0.319, g_loss=2.343                                                                                                                         \n",
      "epoch = 16/100, d_loss=0.674, g_loss=4.979                                                                                                                         \n",
      "epoch = 17/100, d_loss=0.564, g_loss=1.898                                                                                                                         \n",
      "epoch = 18/100, d_loss=0.180, g_loss=4.923                                                                                                                         \n",
      "epoch = 19/100, d_loss=0.197, g_loss=4.624                                                                                                                         \n",
      "epoch = 20/100, d_loss=0.258, g_loss=5.363                                                                                                                        \n",
      "epoch = 21/100, d_loss=0.199, g_loss=4.509                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 22/100, d_loss=0.187, g_loss=5.832                                                                                                                         \n",
      "epoch = 23/100, d_loss=0.190, g_loss=4.776                                                                                                                         \n",
      "epoch = 24/100, d_loss=0.219, g_loss=6.539                                                                                                                         \n",
      "epoch = 25/100, d_loss=0.191, g_loss=4.824                                                                                                                         \n",
      "epoch = 26/100, d_loss=0.194, g_loss=8.347                                                                                                                         \n",
      "epoch = 27/100, d_loss=0.179, g_loss=8.150                                                                                                                         \n",
      "epoch = 28/100, d_loss=0.177, g_loss=5.155                                                                                                                         \n",
      "epoch = 29/100, d_loss=0.391, g_loss=2.586                                                                                                                         \n",
      "epoch = 30/100, d_loss=0.193, g_loss=5.516                                                                                                                         \n",
      "epoch = 31/100, d_loss=0.187, g_loss=5.163                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 32/100, d_loss=0.414, g_loss=4.059                                                                                                                         \n",
      "epoch = 33/100, d_loss=0.226, g_loss=4.843                                                                                                                         \n",
      "epoch = 34/100, d_loss=0.251, g_loss=4.736                                                                                                                         \n",
      "epoch = 35/100, d_loss=0.238, g_loss=5.822                                                                                                                         \n",
      "epoch = 36/100, d_loss=0.176, g_loss=6.593                                                                                                                         \n",
      "epoch = 37/100, d_loss=0.279, g_loss=2.738                                                                                                                         \n",
      "epoch = 38/100, d_loss=0.208, g_loss=4.077                                                                                                                         \n",
      "epoch = 39/100, d_loss=0.182, g_loss=9.211                                                                                                                         \n",
      "epoch = 40/100, d_loss=0.209, g_loss=5.063                                                                                                                         \n",
      "epoch = 41/100, d_loss=0.182, g_loss=5.343                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 42/100, d_loss=0.173, g_loss=5.446                                                                                                                         \n",
      "epoch = 43/100, d_loss=0.297, g_loss=4.682                                                                                                                         \n",
      "epoch = 44/100, d_loss=0.238, g_loss=4.901                                                                                                                         \n",
      "epoch = 45/100, d_loss=0.268, g_loss=5.146                                                                                                                         \n",
      "epoch = 46/100, d_loss=0.187, g_loss=6.953                                                                                                                         \n",
      "epoch = 47/100, d_loss=0.186, g_loss=6.218                                                                                                                         \n",
      "epoch = 48/100, d_loss=0.177, g_loss=5.887                                                                                                                         \n",
      "epoch = 49/100, d_loss=0.252, g_loss=5.559                                                                                                                         \n",
      "epoch = 50/100, d_loss=0.185, g_loss=6.722                                                                                                                         \n",
      "epoch = 51/100, d_loss=0.285, g_loss=4.543                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 52/100, d_loss=0.177, g_loss=8.598                                                                                                                         \n",
      "epoch = 53/100, d_loss=0.223, g_loss=5.286                                                                                                                         \n",
      "epoch = 54/100, d_loss=0.208, g_loss=6.450                                                                                                                         \n",
      "epoch = 55/100, d_loss=0.180, g_loss=4.313                                                                                                                         \n",
      "epoch = 56/100, d_loss=0.192, g_loss=5.116                                                                                                                         \n",
      "epoch = 57/100, d_loss=0.178, g_loss=5.439                                                                                                                         \n",
      "epoch = 58/100, d_loss=0.184, g_loss=5.782                                                                                                                         \n",
      "epoch = 59/100, d_loss=0.193, g_loss=5.136                                                                                                                         \n",
      "epoch = 60/100, d_loss=0.179, g_loss=5.415                                                                                                                         \n",
      "epoch = 61/100, d_loss=0.173, g_loss=6.341                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 62/100, d_loss=0.191, g_loss=9.410                                                                                                                         \n",
      "epoch = 63/100, d_loss=0.183, g_loss=5.080                                                                                                                         \n",
      "epoch = 64/100, d_loss=0.198, g_loss=5.334                                                                                                                         \n",
      "epoch = 65/100, d_loss=0.264, g_loss=4.457                                                                                                                         \n",
      "epoch = 66/100, d_loss=0.173, g_loss=7.162                                                                                                                         \n",
      "epoch = 67/100, d_loss=0.301, g_loss=3.156                                                                                                                         \n",
      "epoch = 68/100, d_loss=0.184, g_loss=8.958                                                                                                                         \n",
      "epoch = 69/100, d_loss=0.175, g_loss=8.294                                                                                                                         \n",
      "epoch = 70/100, d_loss=0.186, g_loss=3.808                                                                                                                         \n",
      "epoch = 71/100, d_loss=0.182, g_loss=6.396                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 72/100, d_loss=0.201, g_loss=4.672                                                                                                                         \n",
      "epoch = 73/100, d_loss=0.226, g_loss=3.614                                                                                                                         \n",
      "epoch = 74/100, d_loss=0.181, g_loss=4.593                                                                                                                         \n",
      "epoch = 75/100, d_loss=0.187, g_loss=5.903                                                                                                                         \n",
      "epoch = 76/100, d_loss=0.186, g_loss=5.240                                                                                                                         \n",
      "epoch = 77/100, d_loss=0.173, g_loss=6.105                                                                                                                         \n",
      "epoch = 78/100, d_loss=0.205, g_loss=4.482                                                                                                                         \n",
      "epoch = 79/100, d_loss=0.172, g_loss=9.664                                                                                                                         \n",
      "epoch = 80/100, d_loss=0.179, g_loss=7.961                                                                                                                         \n",
      "epoch = 81/100, d_loss=0.186, g_loss=5.403                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 82/100, d_loss=0.172, g_loss=5.975                                                                                                                         \n",
      "epoch = 83/100, d_loss=0.192, g_loss=4.759                                                                                                                         \n",
      "epoch = 84/100, d_loss=0.188, g_loss=4.973                                                                                                                         \n",
      "epoch = 85/100, d_loss=0.178, g_loss=5.603                                                                                                                         \n",
      "epoch = 86/100, d_loss=0.181, g_loss=5.809                                                                                                                         \n",
      "epoch = 87/100, d_loss=0.203, g_loss=4.083                                                                                                                         \n",
      "epoch = 88/100, d_loss=0.172, g_loss=6.646                                                                                                                         \n",
      "epoch = 89/100, d_loss=0.175, g_loss=8.179                                                                                                                         \n",
      "epoch = 90/100, d_loss=0.180, g_loss=7.364                                                                                                                         \n",
      "epoch = 91/100, d_loss=0.179, g_loss=5.178                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 92/100, d_loss=0.174, g_loss=9.473                                                                                                                         \n",
      "epoch = 93/100, d_loss=0.172, g_loss=5.660                                                                                                                         \n",
      "epoch = 94/100, d_loss=0.192, g_loss=4.200                                                                                                                         \n",
      "epoch = 95/100, d_loss=0.174, g_loss=6.412                                                                                                                        \n",
      "epoch = 96/100, d_loss=0.170, g_loss=5.727                                                                                                                         \n",
      "epoch = 97/100, d_loss=0.180, g_loss=5.386                                                                                                                         \n",
      "epoch = 98/100, d_loss=0.188, g_loss=4.584                                                                                                                         \n",
      "epoch = 99/100, d_loss=0.221, g_loss=3.289                                                                                                                         \n",
      "epoch = 100/100, d_loss=0.184, g_loss=5.819                                                                                                                         \n",
      "epoch = 101/100, d_loss=0.199, g_loss=4.463                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs = 100\n",
    "batch_size = 32\n",
    "smooth = 0.1\n",
    "\n",
    "real = np.ones(shape=(batch_size, 1))\n",
    "fake = np.zeros(shape=(batch_size, 1))\n",
    "\n",
    "d_loss = []\n",
    "g_loss = []\n",
    "\n",
    "for e in range(epochs + 1):\n",
    "    for i in range(len(X_train) // batch_size):\n",
    "        \n",
    "        # Train Discriminator weights\n",
    "        discriminator.trainable = True\n",
    "        \n",
    "        # Real samples\n",
    "        X_batch = X_train[i*batch_size:(i+1)*batch_size]\n",
    "        d_loss_real = discriminator.train_on_batch(x=X_batch,\n",
    "                                                   y=real * (1 - smooth))\n",
    "        \n",
    "        # Fake Samples\n",
    "        z = np.random.normal(loc=0, scale=1, size=(batch_size, latent_dim))\n",
    "        X_fake = generator.predict_on_batch(z)\n",
    "        d_loss_fake = discriminator.train_on_batch(x=X_fake, y=fake)\n",
    "         \n",
    "        # Discriminator loss\n",
    "        d_loss_batch = 0.5 * (d_loss_real[0] + d_loss_fake[0])\n",
    "        \n",
    "        # Train Generator weights\n",
    "        discriminator.trainable = False\n",
    "        g_loss_batch = d_g.train_on_batch(x=z, y=real)\n",
    "\n",
    "        print(\n",
    "            'epoch = %d/%d, batch = %d/%d, d_loss=%.3f, g_loss=%.3f' % (e + 1, epochs, i, len(X_train) // batch_size, d_loss_batch, g_loss_batch[0]),\n",
    "            100*' ',\n",
    "            end='\\r'\n",
    "        )\n",
    "    \n",
    "    d_loss.append(d_loss_batch)\n",
    "    g_loss.append(g_loss_batch[0])\n",
    "    print('epoch = %d/%d, d_loss=%.3f, g_loss=%.3f' % (e + 1, epochs, d_loss[-1], g_loss[-1]), 100*' ')\n",
    "\n",
    "    if e % 10 == 0:\n",
    "        samples = 10\n",
    "        x_fake = generator.predict(np.random.normal(loc=0, scale=1, size=(samples, latent_dim)))\n",
    "\n",
    "        for k in range(samples):\n",
    "            plt.subplot(2, 5, k + 1, xticks=[], yticks=[])\n",
    "            plt.imshow(((x_fake[k] + 1)* 127).astype(np.uint8))\n",
    "\n",
    "        plt.tight_layout()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Evaluate model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-02T01:17:41.347247Z",
     "start_time": "2018-08-02T01:17:41.182229Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting the metrics\n",
    "plt.plot(d_loss)\n",
    "plt.plot(g_loss)\n",
    "plt.title('Model loss')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Discriminator', 'Adversarial'], loc='center right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "* [Generative Adversarial Networks or GANs](https://arxiv.org/abs/1406.2661)\n",
    "* [How to Train a GAN? Tips and tricks to make GANs work](https://github.com/soumith/ganhacks)\n",
    "* [The CIFAR-10 dataset](https://www.cs.toronto.edu/%7Ekriz/cifar.html)\n",
    "* [Convolution](https://devblogs.nvidia.com/deep-learning-nutshell-core-concepts/)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
